{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "314d2f16",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3375556d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "# 设置支持中文的字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "# 解决负号显示问题\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 新数据整理（保留原始顺序）\n",
    "data = {\n",
    "    'x': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n",
    "    'ΔS=50m': [6.8, 22, 4, 5, 1, 11, 3, 4, 9, 10],\n",
    "    'ΔS=150m': [7, 14, 3, 6, 1, 14, 4, 3, 6, 7],\n",
    "    'ΔS=500m': [7.2, 5.5, 3, 4, 1, 14, 3, 2, 5, 11],\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data).set_index('x')\n",
    "plt.figure(figsize=(10, 5.5), dpi=100)  # 调整画布比例\n",
    "\n",
    "# 差异化标记方案（3系列专属）\n",
    "markers = {\n",
    "    'ΔS=50m': {'marker': 'o', 'size': 7, 'mfc': 'white', 'mew': 1.5},  # 空心圆\n",
    "    'ΔS=150m': {'marker': 's', 'size': 6, 'mfc': '#2563eb', 'mew': 0},  # 实心蓝方块\n",
    "    'ΔS=500m': {'marker': '^', 'size': 8, 'mfc': 'none', 'mew': 2},  # 空心三角（加粗边缘）\n",
    "}\n",
    "\n",
    "for col in df.columns:\n",
    "    style = markers[col]\n",
    "    plt.plot(\n",
    "        df.index, df[col],\n",
    "        marker=style['marker'],\n",
    "        linestyle='-',\n",
    "        linewidth=2,\n",
    "        markersize=style['size'],\n",
    "        markerfacecolor=style['mfc'],\n",
    "        markeredgecolor=plt.rcParams['axes.prop_cycle'].by_key()['color'][df.columns.get_loc(col)],\n",
    "        markeredgewidth=style['mew'],\n",
    "        label=col,\n",
    "        alpha=0.95\n",
    "    )\n",
    "\n",
    "# 边框优化（保留左下边框）\n",
    "ax = plt.gca()\n",
    "ax.spines[['top', 'right']].set_visible(False)\n",
    "ax.spines['left'].set_color('#444')  # 深灰边框\n",
    "ax.spines['bottom'].set_linewidth(1.2)\n",
    "\n",
    "# 图例与标签\n",
    "plt.legend(\n",
    "    loc='upper left',\n",
    "    bbox_to_anchor=(1, 1),  # 右置图例\n",
    "    frameon=False,\n",
    "    handlelength=1.8,\n",
    "    columnspacing=1.5\n",
    ")\n",
    "\n",
    "plt.xlabel('轨迹序列', fontsize=12, labelpad=10)\n",
    "plt.ylabel('兴趣区域个数', fontsize=12, labelpad=15)\n",
    "plt.xticks(df.index, rotation=0, fontsize=10)  # 垂直X轴标签\n",
    "plt.grid(axis='y', linestyle='--', color='#f0f0f0', zorder=0)  # 浅灰背景网格\n",
    "\n",
    "plt.tight_layout(rect=[0, 0, 0.95, 1])  # 左侧留出空间\n",
    "plt.show()\n"
   ]
  }
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